{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "stylish-submission",
   "metadata": {},
   "source": [
    "数据清洗、预处理"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "organic-sensitivity",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "      customerID  gender  SeniorCitizen Partner Dependents  tenure  \\\n",
      "0     7590-VHVEG  Female              0     Yes         No       1   \n",
      "1     5575-GNVDE    Male              0      No         No      34   \n",
      "2     3668-QPYBK    Male              0      No         No       2   \n",
      "3     7795-CFOCW    Male              0      No         No      45   \n",
      "4     9237-HQITU  Female              0      No         No       2   \n",
      "...          ...     ...            ...     ...        ...     ...   \n",
      "7038  6840-RESVB    Male              0     Yes        Yes      24   \n",
      "7039  2234-XADUH  Female              0     Yes        Yes      72   \n",
      "7040  4801-JZAZL  Female              0     Yes        Yes      11   \n",
      "7041  8361-LTMKD    Male              1     Yes         No       4   \n",
      "7042  3186-AJIEK    Male              0      No         No      66   \n",
      "\n",
      "     PhoneService     MultipleLines InternetService OnlineSecurity  ...  \\\n",
      "0              No  No phone service             DSL             No  ...   \n",
      "1             Yes                No             DSL            Yes  ...   \n",
      "2             Yes                No             DSL            Yes  ...   \n",
      "3              No  No phone service             DSL            Yes  ...   \n",
      "4             Yes                No     Fiber optic             No  ...   \n",
      "...           ...               ...             ...            ...  ...   \n",
      "7038          Yes               Yes             DSL            Yes  ...   \n",
      "7039          Yes               Yes     Fiber optic             No  ...   \n",
      "7040           No  No phone service             DSL            Yes  ...   \n",
      "7041          Yes               Yes     Fiber optic             No  ...   \n",
      "7042          Yes                No     Fiber optic            Yes  ...   \n",
      "\n",
      "     DeviceProtection TechSupport StreamingTV StreamingMovies        Contract  \\\n",
      "0                  No          No          No              No  Month-to-month   \n",
      "1                 Yes          No          No              No        One year   \n",
      "2                  No          No          No              No  Month-to-month   \n",
      "3                 Yes         Yes          No              No        One year   \n",
      "4                  No          No          No              No  Month-to-month   \n",
      "...               ...         ...         ...             ...             ...   \n",
      "7038              Yes         Yes         Yes             Yes        One year   \n",
      "7039              Yes          No         Yes             Yes        One year   \n",
      "7040               No          No          No              No  Month-to-month   \n",
      "7041               No          No          No              No  Month-to-month   \n",
      "7042              Yes         Yes         Yes             Yes        Two year   \n",
      "\n",
      "     PaperlessBilling              PaymentMethod MonthlyCharges  TotalCharges  \\\n",
      "0                 Yes           Electronic check          29.85         29.85   \n",
      "1                  No               Mailed check          56.95        1889.5   \n",
      "2                 Yes               Mailed check          53.85        108.15   \n",
      "3                  No  Bank transfer (automatic)          42.30       1840.75   \n",
      "4                 Yes           Electronic check          70.70        151.65   \n",
      "...               ...                        ...            ...           ...   \n",
      "7038              Yes               Mailed check          84.80        1990.5   \n",
      "7039              Yes    Credit card (automatic)         103.20        7362.9   \n",
      "7040              Yes           Electronic check          29.60        346.45   \n",
      "7041              Yes               Mailed check          74.40         306.6   \n",
      "7042              Yes  Bank transfer (automatic)         105.65        6844.5   \n",
      "\n",
      "     Churn  \n",
      "0       No  \n",
      "1       No  \n",
      "2      Yes  \n",
      "3       No  \n",
      "4      Yes  \n",
      "...    ...  \n",
      "7038    No  \n",
      "7039    No  \n",
      "7040    No  \n",
      "7041   Yes  \n",
      "7042    No  \n",
      "\n",
      "[7043 rows x 21 columns]\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import os\n",
    "\n",
    "csv_data='WA_Fn-UseC_-Telco-Customer-Churn.csv'\n",
    "data=pd.read_csv(csv_data)\n",
    "print(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "organized-speed",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 7043 entries, 0 to 7042\n",
      "Data columns (total 21 columns):\n",
      " #   Column            Non-Null Count  Dtype  \n",
      "---  ------            --------------  -----  \n",
      " 0   customerID        7043 non-null   object \n",
      " 1   gender            7043 non-null   object \n",
      " 2   SeniorCitizen     7043 non-null   int64  \n",
      " 3   Partner           7043 non-null   object \n",
      " 4   Dependents        7043 non-null   object \n",
      " 5   tenure            7043 non-null   int64  \n",
      " 6   PhoneService      7043 non-null   object \n",
      " 7   MultipleLines     7043 non-null   object \n",
      " 8   InternetService   7043 non-null   object \n",
      " 9   OnlineSecurity    7043 non-null   object \n",
      " 10  OnlineBackup      7043 non-null   object \n",
      " 11  DeviceProtection  7043 non-null   object \n",
      " 12  TechSupport       7043 non-null   object \n",
      " 13  StreamingTV       7043 non-null   object \n",
      " 14  StreamingMovies   7043 non-null   object \n",
      " 15  Contract          7043 non-null   object \n",
      " 16  PaperlessBilling  7043 non-null   object \n",
      " 17  PaymentMethod     7043 non-null   object \n",
      " 18  MonthlyCharges    7043 non-null   float64\n",
      " 19  TotalCharges      7043 non-null   object \n",
      " 20  Churn             7043 non-null   object \n",
      "dtypes: float64(1), int64(2), object(18)\n",
      "memory usage: 1.1+ MB\n"
     ]
    }
   ],
   "source": [
    "data.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "perceived-union",
   "metadata": {},
   "source": [
    "其中：1——4 分别对应性别、是否年长、有无配偶、有无家属，属于用户基本信息\n",
    "6——14属于用户订阅服务 大致分为电话、网络、电视三个方面\n",
    "15——17对应合同、无纸账单、支付方式属于用户账户信息指标\n",
    "5、18、19属于数值特征字段，单独拿出来分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "voluntary-triple",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "customerID          0\n",
       "gender              0\n",
       "SeniorCitizen       0\n",
       "Partner             0\n",
       "Dependents          0\n",
       "tenure              0\n",
       "PhoneService        0\n",
       "MultipleLines       0\n",
       "InternetService     0\n",
       "OnlineSecurity      0\n",
       "OnlineBackup        0\n",
       "DeviceProtection    0\n",
       "TechSupport         0\n",
       "StreamingTV         0\n",
       "StreamingMovies     0\n",
       "Contract            0\n",
       "PaperlessBilling    0\n",
       "PaymentMethod       0\n",
       "MonthlyCharges      0\n",
       "TotalCharges        0\n",
       "Churn               0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "conscious-sarah",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "7043"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data['TotalCharges'].isnull().count()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "indie-binary",
   "metadata": {},
   "outputs": [],
   "source": [
    "data['TotalCharges'] = data['TotalCharges'].replace(' ',).astype(float)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "invalid-status",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 7043 entries, 0 to 7042\n",
      "Data columns (total 21 columns):\n",
      " #   Column            Non-Null Count  Dtype  \n",
      "---  ------            --------------  -----  \n",
      " 0   customerID        7043 non-null   object \n",
      " 1   gender            7043 non-null   object \n",
      " 2   SeniorCitizen     7043 non-null   int64  \n",
      " 3   Partner           7043 non-null   object \n",
      " 4   Dependents        7043 non-null   object \n",
      " 5   tenure            7043 non-null   int64  \n",
      " 6   PhoneService      7043 non-null   object \n",
      " 7   MultipleLines     7043 non-null   object \n",
      " 8   InternetService   7043 non-null   object \n",
      " 9   OnlineSecurity    7043 non-null   object \n",
      " 10  OnlineBackup      7043 non-null   object \n",
      " 11  DeviceProtection  7043 non-null   object \n",
      " 12  TechSupport       7043 non-null   object \n",
      " 13  StreamingTV       7043 non-null   object \n",
      " 14  StreamingMovies   7043 non-null   object \n",
      " 15  Contract          7043 non-null   object \n",
      " 16  PaperlessBilling  7043 non-null   object \n",
      " 17  PaymentMethod     7043 non-null   object \n",
      " 18  MonthlyCharges    7043 non-null   float64\n",
      " 19  TotalCharges      7043 non-null   float64\n",
      " 20  Churn             7043 non-null   object \n",
      "dtypes: float64(2), int64(2), object(17)\n",
      "memory usage: 1.1+ MB\n"
     ]
    }
   ],
   "source": [
    "data.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "effective-jewelry",
   "metadata": {},
   "source": [
    "用户个人信息和流失率的关系"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "divided-cardiff",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, '客户流失和留存情况')"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1600x900 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set(style = 'darkgrid',font_scale = 1.5)\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']\n",
    "plt.rcParams['axes.unicode_minus'] = False\n",
    "plt.figure(figsize = (16,9),dpi = 100)\n",
    "plt.pie(data.Churn.value_counts(),labels = data.Churn.value_counts().index,\n",
    "       autopct='%1.2f%%',explode = [0,0.1],shadow =True)\n",
    "plt.title('客户流失和留存情况')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "thirty-connecticut",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Dependents', ylabel='count'>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1440x864 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig1,axes = plt.subplots(2,2,figsize = (20,12))\n",
    "sns.countplot(x='gender',data=data, hue = 'Churn',ax = axes[0][0])\n",
    "sns.countplot(x='SeniorCitizen',data=data, hue = 'Churn',ax = axes[0][1])\n",
    "sns.countplot(x='Partner',data=data, hue = 'Churn',ax = axes[1][0])\n",
    "sns.countplot(x='Dependents',data=data, hue = 'Churn',ax = axes[1][1])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "preliminary-seller",
   "metadata": {},
   "source": [
    "结论（1）：\n",
    "性别对流失率影响不大 \n",
    "年长的人更容易流失\n",
    "无伴侣的更容易流失\n",
    "没有家属的更容易流失"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bizarre-argentina",
   "metadata": {},
   "source": [
    "用户订阅服务和流失率的关系"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "median-washington",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='InternetService', ylabel='count'>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x576 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig2,axes = plt.subplots(figsize = (20,8))\n",
    "plt.subplot(131)\n",
    "sns.countplot(x='PhoneService',data=data, hue = 'Churn')\n",
    "plt.subplot(132)\n",
    "sns.countplot(x='MultipleLines',data=data, hue = 'Churn')\n",
    "plt.subplot(133)\n",
    "sns.countplot(x='InternetService',data=data, hue = 'Churn')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "dress-infrared",
   "metadata": {},
   "source": [
    "以下几个特征要求用户订阅了网络服务，否则这几项的值就为no internet service。上图中也可以看出无网络服务时流失用户的比例是更少的。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "stopped-wellington",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0.5, 0, 'Additional Service'), Text(0, 0.5, 'Number')]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x648 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig3,axes = plt.subplots(figsize = (16,9))\n",
    "columns = ['OnlineSecurity','OnlineBackup','DeviceProtection',\n",
    "           'TechSupport','StreamingTV','StreamingMovies']\n",
    "df1 = data[(data['InternetService'] !='No') & (data.Churn == 'Yes')]\n",
    "df1 = pd.melt(df1[columns])\n",
    "df1 = df1.rename(columns = {'value':'Has Ordered this Service?'})\n",
    "\n",
    "ax = sns.countplot(x ='variable',data = df1,hue = 'Has Ordered this Service?' )\n",
    "ax.set(xlabel = 'Additional Service',ylabel = 'Number')\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "published-nerve",
   "metadata": {},
   "source": [
    "结论（2）：电话服务、多线服务影响不大，不予考虑\n",
    "网络服务中，最易流失的客户是光纤用户，DSL次之，无网络的最不易流失\n",
    "附加服务中，没订阅前四项服务的用户更容易流失。streamingtv、streamingmovies影响不大。"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "abandoned-wheat",
   "metadata": {},
   "source": [
    "用户账户信息指标对流失率的影响"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "cathedral-dividend",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='PaymentMethod', ylabel='count'>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x648 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig4=plt.figure(figsize = (16,9))\n",
    "sns.countplot(x = 'PaymentMethod',data = data,hue = 'Churn')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "complimentary-millennium",
   "metadata": {},
   "source": [
    "结论（3）：用电子支票作为支付方式的人群更易流失，应当分析出哪类用户最爱用电子支票支付，特征是什么。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "transparent-minimum",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "E:\\anaconda\\anaconda\\envs\\tf2\\lib\\site-packages\\seaborn\\axisgrid.py:648: UserWarning: Using the barplot function without specifying `hue_order` is likely to produce an incorrect plot.\n",
      "  warnings.warn(warning)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x1aaf1ec6d48>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1200x800 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 806.4x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(dpi = 200)\n",
    "data['churn_rate'] =data['Churn'].replace('Yes',1).replace('No',0)\n",
    "\n",
    "g = sns.FacetGrid(data,col='PaperlessBilling',height =7,aspect=0.8)\n",
    "\n",
    "g.map(sns.barplot,\"Contract\",\"churn_rate\",'PaperlessBilling',palette = 'Blues_d'\n",
    "      ,order =['Month-to-month','One year','Two year'] )"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "local-jumping",
   "metadata": {},
   "source": [
    "结论（4）：1.采用无纸化账单时客户更容易流失\n",
    "2.合同签约期越长用户越不容易流失。年数越多，毁约带来的损失越大，用户越不容易流失"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "roman-donor",
   "metadata": {},
   "source": [
    "数值特征字段分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "musical-latest",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2000x1200 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2000x1200 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2000x1200 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "def kedplot(col):\n",
    "    plt.figure(figsize = (20,12),dpi = 100)\n",
    "    plt.title('KDE for {}'.format(col))\n",
    "    ax1 = sns.kdeplot(data[data['Churn'] == 'Yes'][col],shade = True)\n",
    "    ax2 = sns.kdeplot(data[data['Churn'] == 'No'][col],shade = True)\n",
    "    plt.legend(['Churn: Yes','Churn: No'])\n",
    "    plt.show()\n",
    "kedplot('tenure')\n",
    "kedplot('MonthlyCharges')\n",
    "kedplot('TotalCharges')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "loved-moment",
   "metadata": {},
   "source": [
    "结论（5）：新客户更容易流失，维护老用户非常重要，同时尽力挽留新用户，增强产品黏性。\n",
    "  月费率越高越容易流失客户，若不在高费率的基础上提供更优质的服务，容易导致用户流失。\n",
    "月费20块时流失客户较少但盈利不多，60元左右可以使得流失率较低且留存率较高，此后流失率大幅增加。80元左右时，客户的流失率达到顶峰。\n",
    "可以深入分析此时这三个月费价钱对应的主要用户群体是什么或者用户群体的组成，他们的特征是什么，分析他们订阅了哪些服务。"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "productive-quest",
   "metadata": {},
   "source": [
    "用户流失的预测"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "palestinian-excuse",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0    7590-VHVEG\n",
      "1    5575-GNVDE\n",
      "2    3668-QPYBK\n",
      "3    7795-CFOCW\n",
      "4    9237-HQITU\n",
      "Name: customerID, dtype: object\n"
     ]
    }
   ],
   "source": [
    "customer_id=data['customerID']\n",
    "print(customer_id.head())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "alien-activity",
   "metadata": {},
   "outputs": [],
   "source": [
    "data.drop(['customerID'],axis=1,inplace=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "gothic-ceiling",
   "metadata": {},
   "source": [
    "\"tenure\"、\"MonthlyCharges\"、\"TotalCharges\"是连续特征，其它都是离散特征。\n",
    "对于连续特征，采用标准化方式处理。\n",
    "对于离散特征，特征之间没有大小关系，采用one-hot编码；特征之间有大小关联，则采用数值映射。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "exciting-policy",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>gender</th>\n",
       "      <th>SeniorCitizen</th>\n",
       "      <th>Partner</th>\n",
       "      <th>Dependents</th>\n",
       "      <th>PhoneService</th>\n",
       "      <th>MultipleLines</th>\n",
       "      <th>InternetService</th>\n",
       "      <th>OnlineSecurity</th>\n",
       "      <th>OnlineBackup</th>\n",
       "      <th>DeviceProtection</th>\n",
       "      <th>TechSupport</th>\n",
       "      <th>StreamingTV</th>\n",
       "      <th>StreamingMovies</th>\n",
       "      <th>Contract</th>\n",
       "      <th>PaperlessBilling</th>\n",
       "      <th>PaymentMethod</th>\n",
       "      <th>Churn</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Female</td>\n",
       "      <td>0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No phone service</td>\n",
       "      <td>DSL</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Month-to-month</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Electronic check</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Male</td>\n",
       "      <td>0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>DSL</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>One year</td>\n",
       "      <td>No</td>\n",
       "      <td>Mailed check</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Male</td>\n",
       "      <td>0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>DSL</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Month-to-month</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Mailed check</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   gender  SeniorCitizen Partner Dependents PhoneService     MultipleLines  \\\n",
       "0  Female              0     Yes         No           No  No phone service   \n",
       "1    Male              0      No         No          Yes                No   \n",
       "2    Male              0      No         No          Yes                No   \n",
       "\n",
       "  InternetService OnlineSecurity OnlineBackup DeviceProtection TechSupport  \\\n",
       "0             DSL             No          Yes               No          No   \n",
       "1             DSL            Yes           No              Yes          No   \n",
       "2             DSL            Yes          Yes               No          No   \n",
       "\n",
       "  StreamingTV StreamingMovies        Contract PaperlessBilling  \\\n",
       "0          No              No  Month-to-month              Yes   \n",
       "1          No              No        One year               No   \n",
       "2          No              No  Month-to-month              Yes   \n",
       "\n",
       "      PaymentMethod Churn  \n",
       "0  Electronic check    No  \n",
       "1      Mailed check    No  \n",
       "2      Mailed check   Yes  "
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cateCols = [c for c in data.columns if data[c].dtype == 'object' or c == 'SeniorCitizen']\n",
    "dfCate = data[cateCols].copy()\n",
    "dfCate.head(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "adverse-restoration",
   "metadata": {},
   "outputs": [],
   "source": [
    "for col in cateCols:\n",
    "    if dfCate[col].nunique() == 2:\n",
    "        dfCate[col] = pd.factorize(dfCate[col])[0]\n",
    "    else:\n",
    "        dfCate = pd.get_dummies(dfCate, columns=[col])\n",
    "dfCate['tenure']=data[['tenure']]\n",
    "dfCate['MonthlyCharges']=data[['MonthlyCharges']]\n",
    "dfCate['TotalCharges']=data[['TotalCharges']]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "enhanced-squad",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>gender</th>\n",
       "      <th>SeniorCitizen</th>\n",
       "      <th>Partner</th>\n",
       "      <th>Dependents</th>\n",
       "      <th>PhoneService</th>\n",
       "      <th>PaperlessBilling</th>\n",
       "      <th>Churn</th>\n",
       "      <th>MultipleLines_No</th>\n",
       "      <th>MultipleLines_No phone service</th>\n",
       "      <th>MultipleLines_Yes</th>\n",
       "      <th>...</th>\n",
       "      <th>Contract_Month-to-month</th>\n",
       "      <th>Contract_One year</th>\n",
       "      <th>Contract_Two year</th>\n",
       "      <th>PaymentMethod_Bank transfer (automatic)</th>\n",
       "      <th>PaymentMethod_Credit card (automatic)</th>\n",
       "      <th>PaymentMethod_Electronic check</th>\n",
       "      <th>PaymentMethod_Mailed check</th>\n",
       "      <th>tenure</th>\n",
       "      <th>MonthlyCharges</th>\n",
       "      <th>TotalCharges</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>29.85</td>\n",
       "      <td>29.85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>34</td>\n",
       "      <td>56.95</td>\n",
       "      <td>1889.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>53.85</td>\n",
       "      <td>108.15</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3 rows × 41 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   gender  SeniorCitizen  Partner  Dependents  PhoneService  PaperlessBilling  \\\n",
       "0       0              0        0           0             0                 0   \n",
       "1       1              0        1           0             1                 1   \n",
       "2       1              0        1           0             1                 0   \n",
       "\n",
       "   Churn  MultipleLines_No  MultipleLines_No phone service  MultipleLines_Yes  \\\n",
       "0      0                 0                               1                  0   \n",
       "1      0                 1                               0                  0   \n",
       "2      1                 1                               0                  0   \n",
       "\n",
       "   ...  Contract_Month-to-month  Contract_One year  Contract_Two year  \\\n",
       "0  ...                        1                  0                  0   \n",
       "1  ...                        0                  1                  0   \n",
       "2  ...                        1                  0                  0   \n",
       "\n",
       "   PaymentMethod_Bank transfer (automatic)  \\\n",
       "0                                        0   \n",
       "1                                        0   \n",
       "2                                        0   \n",
       "\n",
       "   PaymentMethod_Credit card (automatic)  PaymentMethod_Electronic check  \\\n",
       "0                                      0                               1   \n",
       "1                                      0                               0   \n",
       "2                                      0                               0   \n",
       "\n",
       "   PaymentMethod_Mailed check  tenure  MonthlyCharges  TotalCharges  \n",
       "0                           0       1           29.85         29.85  \n",
       "1                           1      34           56.95       1889.50  \n",
       "2                           1       2           53.85        108.15  \n",
       "\n",
       "[3 rows x 41 columns]"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dfCate.head(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "individual-shooting",
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(16,8))\n",
    "dfCate.corr()['Churn'].sort_values(ascending=False).plot(kind='bar')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "patient-syntax",
   "metadata": {},
   "source": [
    "计算相关系数，越靠左的列越与流失正相关，越靠右的列与流失越负相关，中间的列与流失相关性较低。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "unavailable-collapse",
   "metadata": {},
   "outputs": [],
   "source": [
    "dropFea = ['gender','PhoneService',\n",
    "           'OnlineSecurity_No internet service', 'OnlineBackup_No internet service',\n",
    "           'DeviceProtection_No internet service', 'TechSupport_No internet service',\n",
    "           'StreamingTV_No internet service', 'StreamingMovies_No internet service',\n",
    "           ]\n",
    "dfCate.drop(dropFea, inplace=True, axis =1) \n",
    "#最后一列是作为标识\n",
    "target = dfCate['Churn'].values\n",
    "#列表：特征和1个标识\n",
    "columns = dfCate.columns.tolist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "ready-reynolds",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(16,8))\n",
    "dfCate.corr()['Churn'].sort_values(ascending=False).plot(kind='bar')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "departmental-working",
   "metadata": {},
   "source": [
    "删除了部分属性后的相关系数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "mighty-reggae",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 构造训练数据集和测试数据集。\n",
    "# 列表：特征\n",
    "columns.remove('Churn')\n",
    "# 含有特征的DataFrame\n",
    "features = dfCate[columns].values\n",
    "# 30% 作为测试集，其余作为训练集\n",
    "# random_state = 1表示重复试验随机得到的数据集始终不变\n",
    "# stratify = target 表示按标识的类别，作为训练数据集、测试数据集内部的分配比例\n",
    "from sklearn.model_selection import train_test_split\n",
    "train_x, test_x, train_y, test_y = train_test_split(features, target, test_size=0.30, stratify = target, random_state = 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "systematic-consequence",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 构造各种分类器\n",
    "from sklearn.svm import SVC\n",
    "from sklearn import tree\n",
    "from sklearn.ensemble import RandomForestClassifier\n",
    "from sklearn.neighbors import KNeighborsClassifier\n",
    "from sklearn.ensemble import AdaBoostClassifier\n",
    "classifiers = [\n",
    "    SVC(random_state = 1, kernel = 'rbf'),    \n",
    "    tree.DecisionTreeClassifier(random_state = 1, criterion = 'gini'),\n",
    "    RandomForestClassifier(random_state = 1, criterion = 'gini'),\n",
    "    KNeighborsClassifier(metric = 'minkowski'),\n",
    "    AdaBoostClassifier(random_state = 1),   \n",
    "]\n",
    "# 分类器名称\n",
    "classifier_names = [\n",
    "            'svc', \n",
    "            'decisiontreeclassifier',\n",
    "            'randomforestclassifier',\n",
    "            'kneighborsclassifier',\n",
    "            'adaboostclassifier',\n",
    "]\n",
    "# 分类器参数\n",
    "#注意分类器的参数，字典键的格式，GridSearchCV对调优的参数格式是\"分类器名\"+\"__\"+\"参数名\"\n",
    "classifier_param_grid = [\n",
    "            {'svc__C':[0.1], 'svc__gamma':[0.01]},\n",
    "            {'decisiontreeclassifier__max_depth':[6,9,11]},\n",
    "            {'randomforestclassifier__n_estimators':range(1,11)} ,\n",
    "            {'kneighborsclassifier__n_neighbors':[4,6,8]},\n",
    "            {'adaboostclassifier__n_estimators':[70,80,90]}\n",
    "]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "bored-abuse",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "GridSearch 最优参数： {'svc__C': 0.1, 'svc__gamma': 0.01}\n",
      "GridSearch 最优分数： 0.7560\n",
      " 准确率 0.7601\n",
      "GridSearch 最优参数： {'decisiontreeclassifier__max_depth': 6}\n",
      "GridSearch 最优分数： 0.7777\n",
      " 准确率 0.7927\n",
      "GridSearch 最优参数： {'randomforestclassifier__n_estimators': 8}\n",
      "GridSearch 最优分数： 0.7728\n",
      " 准确率 0.7705\n",
      "GridSearch 最优参数： {'kneighborsclassifier__n_neighbors': 8}\n",
      "GridSearch 最优分数： 0.7692\n",
      " 准确率 0.7885\n",
      "GridSearch 最优参数： {'adaboostclassifier__n_estimators': 70}\n",
      "GridSearch 最优分数： 0.7990\n",
      " 准确率 0.8050\n"
     ]
    }
   ],
   "source": [
    "from sklearn.pipeline import Pipeline\n",
    "from sklearn.model_selection import GridSearchCV\n",
    "from sklearn.metrics import accuracy_score\n",
    "def GridSearchCV_work(pipeline, train_x, train_y, test_x, test_y, param_grid, score = 'accuracy_score'):\n",
    "    response = {}\n",
    "    gridsearch = GridSearchCV(estimator = pipeline, param_grid = param_grid, cv=3, scoring = score)\n",
    "    # 寻找最优的参数 和最优的准确率分数\n",
    "    search = gridsearch.fit(train_x, train_y)\n",
    "    print(\"GridSearch 最优参数：\", search.best_params_)\n",
    "    print(\"GridSearch 最优分数： %0.4lf\" %search.best_score_)\n",
    "    #采用predict函数（特征是测试数据集）来预测标识，预测使用的参数是上一步得到的最优参数\n",
    "    predict_y = gridsearch.predict(test_x)\n",
    "    print(\" 准确率 %0.4lf\" %accuracy_score(test_y, predict_y))\n",
    "    response['predict_y'] = predict_y\n",
    "    response['accuracy_score'] = accuracy_score(test_y,predict_y)\n",
    "    return response\n",
    " \n",
    "for model, model_name, model_param_grid in zip(classifiers, classifier_names, classifier_param_grid):\n",
    "    #采用 StandardScaler 方法对数据规范化：均值为0，方差为1的正态分布\n",
    "    pipeline = Pipeline([\n",
    "            #('scaler', StandardScaler()),\n",
    "            #('pca',PCA),\n",
    "            (model_name, model)\n",
    "    ])\n",
    "    result = GridSearchCV_work(pipeline, train_x, train_y, test_x, test_y, model_param_grid , score = 'accuracy')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "familiar-welcome",
   "metadata": {},
   "source": [
    "由于没有预测数据集，选择最后10条数为例进行预测。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "demonstrated-giant",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "      customerID  Churn\n",
      "7033  9767-FFLEM      0\n",
      "7034  0639-TSIQW      0\n",
      "7035  8456-QDAVC      0\n",
      "7036  7750-EYXWZ      0\n",
      "7037  2569-WGERO      0\n",
      "7038  6840-RESVB      0\n",
      "7039  2234-XADUH      0\n",
      "7040  4801-JZAZL      0\n",
      "7041  8361-LTMKD      1\n",
      "7042  3186-AJIEK      0\n"
     ]
    }
   ],
   "source": [
    "# 使用上述得到的最优模型\n",
    "model =  AdaBoostClassifier(n_estimators=80)\n",
    "model.fit(train_x,train_y)\n",
    "\n",
    "# 提取customerID\n",
    "pred_id = customer_id.tail(10)\n",
    "# 提取预测数据集特征（如果有预测数据集，可以一并进行数据清洗和特征提取）\n",
    "pred_x = dfCate.drop(['Churn'],axis=1).tail(10)\n",
    "\n",
    "# 预测值\n",
    "pred_y = model.predict(pred_x)\n",
    "\n",
    "# 预测结果\n",
    "predDf = pd.DataFrame({'customerID':pred_id, 'Churn':pred_y})\n",
    "print(predDf)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "metric-journal",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>gender</th>\n",
       "      <th>SeniorCitizen</th>\n",
       "      <th>Partner</th>\n",
       "      <th>Dependents</th>\n",
       "      <th>tenure</th>\n",
       "      <th>PhoneService</th>\n",
       "      <th>MultipleLines</th>\n",
       "      <th>InternetService</th>\n",
       "      <th>OnlineSecurity</th>\n",
       "      <th>OnlineBackup</th>\n",
       "      <th>DeviceProtection</th>\n",
       "      <th>TechSupport</th>\n",
       "      <th>StreamingTV</th>\n",
       "      <th>StreamingMovies</th>\n",
       "      <th>Contract</th>\n",
       "      <th>PaperlessBilling</th>\n",
       "      <th>PaymentMethod</th>\n",
       "      <th>MonthlyCharges</th>\n",
       "      <th>TotalCharges</th>\n",
       "      <th>Churn</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>7033</th>\n",
       "      <td>Male</td>\n",
       "      <td>0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>38</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Fiber optic</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Month-to-month</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Credit card (automatic)</td>\n",
       "      <td>69.50</td>\n",
       "      <td>2625.25</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7034</th>\n",
       "      <td>Female</td>\n",
       "      <td>0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>67</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Fiber optic</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Month-to-month</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Credit card (automatic)</td>\n",
       "      <td>102.95</td>\n",
       "      <td>6886.25</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7035</th>\n",
       "      <td>Male</td>\n",
       "      <td>0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>19</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Fiber optic</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Month-to-month</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Bank transfer (automatic)</td>\n",
       "      <td>78.70</td>\n",
       "      <td>1495.10</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7036</th>\n",
       "      <td>Female</td>\n",
       "      <td>0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>12</td>\n",
       "      <td>No</td>\n",
       "      <td>No phone service</td>\n",
       "      <td>DSL</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>One year</td>\n",
       "      <td>No</td>\n",
       "      <td>Electronic check</td>\n",
       "      <td>60.65</td>\n",
       "      <td>743.30</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7037</th>\n",
       "      <td>Female</td>\n",
       "      <td>0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>72</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No internet service</td>\n",
       "      <td>No internet service</td>\n",
       "      <td>No internet service</td>\n",
       "      <td>No internet service</td>\n",
       "      <td>No internet service</td>\n",
       "      <td>No internet service</td>\n",
       "      <td>Two year</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Bank transfer (automatic)</td>\n",
       "      <td>21.15</td>\n",
       "      <td>1419.40</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7038</th>\n",
       "      <td>Male</td>\n",
       "      <td>0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>24</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>DSL</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>One year</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Mailed check</td>\n",
       "      <td>84.80</td>\n",
       "      <td>1990.50</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7039</th>\n",
       "      <td>Female</td>\n",
       "      <td>0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>72</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Fiber optic</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>One year</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Credit card (automatic)</td>\n",
       "      <td>103.20</td>\n",
       "      <td>7362.90</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7040</th>\n",
       "      <td>Female</td>\n",
       "      <td>0</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>11</td>\n",
       "      <td>No</td>\n",
       "      <td>No phone service</td>\n",
       "      <td>DSL</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Month-to-month</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Electronic check</td>\n",
       "      <td>29.60</td>\n",
       "      <td>346.45</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7041</th>\n",
       "      <td>Male</td>\n",
       "      <td>1</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>4</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Fiber optic</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>Month-to-month</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Mailed check</td>\n",
       "      <td>74.40</td>\n",
       "      <td>306.60</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7042</th>\n",
       "      <td>Male</td>\n",
       "      <td>0</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>66</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Fiber optic</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Two year</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Bank transfer (automatic)</td>\n",
       "      <td>105.65</td>\n",
       "      <td>6844.50</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      gender  SeniorCitizen Partner Dependents  tenure PhoneService  \\\n",
       "7033    Male              0      No         No      38          Yes   \n",
       "7034  Female              0      No         No      67          Yes   \n",
       "7035    Male              0      No         No      19          Yes   \n",
       "7036  Female              0      No         No      12           No   \n",
       "7037  Female              0      No         No      72          Yes   \n",
       "7038    Male              0     Yes        Yes      24          Yes   \n",
       "7039  Female              0     Yes        Yes      72          Yes   \n",
       "7040  Female              0     Yes        Yes      11           No   \n",
       "7041    Male              1     Yes         No       4          Yes   \n",
       "7042    Male              0      No         No      66          Yes   \n",
       "\n",
       "         MultipleLines InternetService       OnlineSecurity  \\\n",
       "7033                No     Fiber optic                   No   \n",
       "7034               Yes     Fiber optic                  Yes   \n",
       "7035                No     Fiber optic                   No   \n",
       "7036  No phone service             DSL                   No   \n",
       "7037                No              No  No internet service   \n",
       "7038               Yes             DSL                  Yes   \n",
       "7039               Yes     Fiber optic                   No   \n",
       "7040  No phone service             DSL                  Yes   \n",
       "7041               Yes     Fiber optic                   No   \n",
       "7042                No     Fiber optic                  Yes   \n",
       "\n",
       "             OnlineBackup     DeviceProtection          TechSupport  \\\n",
       "7033                   No                   No                   No   \n",
       "7034                  Yes                  Yes                   No   \n",
       "7035                   No                   No                   No   \n",
       "7036                  Yes                  Yes                  Yes   \n",
       "7037  No internet service  No internet service  No internet service   \n",
       "7038                   No                  Yes                  Yes   \n",
       "7039                  Yes                  Yes                   No   \n",
       "7040                   No                   No                   No   \n",
       "7041                   No                   No                   No   \n",
       "7042                   No                  Yes                  Yes   \n",
       "\n",
       "              StreamingTV      StreamingMovies        Contract  \\\n",
       "7033                   No                   No  Month-to-month   \n",
       "7034                  Yes                   No  Month-to-month   \n",
       "7035                  Yes                   No  Month-to-month   \n",
       "7036                  Yes                  Yes        One year   \n",
       "7037  No internet service  No internet service        Two year   \n",
       "7038                  Yes                  Yes        One year   \n",
       "7039                  Yes                  Yes        One year   \n",
       "7040                   No                   No  Month-to-month   \n",
       "7041                   No                   No  Month-to-month   \n",
       "7042                  Yes                  Yes        Two year   \n",
       "\n",
       "     PaperlessBilling              PaymentMethod  MonthlyCharges  \\\n",
       "7033              Yes    Credit card (automatic)           69.50   \n",
       "7034              Yes    Credit card (automatic)          102.95   \n",
       "7035              Yes  Bank transfer (automatic)           78.70   \n",
       "7036               No           Electronic check           60.65   \n",
       "7037              Yes  Bank transfer (automatic)           21.15   \n",
       "7038              Yes               Mailed check           84.80   \n",
       "7039              Yes    Credit card (automatic)          103.20   \n",
       "7040              Yes           Electronic check           29.60   \n",
       "7041              Yes               Mailed check           74.40   \n",
       "7042              Yes  Bank transfer (automatic)          105.65   \n",
       "\n",
       "      TotalCharges Churn  \n",
       "7033       2625.25    No  \n",
       "7034       6886.25   Yes  \n",
       "7035       1495.10    No  \n",
       "7036        743.30    No  \n",
       "7037       1419.40    No  \n",
       "7038       1990.50    No  \n",
       "7039       7362.90    No  \n",
       "7040        346.45    No  \n",
       "7041        306.60   Yes  \n",
       "7042       6844.50    No  "
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.tail(10)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "expanded-moral",
   "metadata": {},
   "source": [
    "最后10条数据中有9条的流失率预测对了，效果不错"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "proper-million",
   "metadata": {},
   "source": [
    "结论（汇总）：\n",
    "流失率高的主要用户群体特征为：年长、无伴侣或家属、网络服务中采取的光纤服务、没订阅增值服务中的网络安全服务（OnlineSecurity）、云备份（OnlineBackup）、设备保护（DeviceProtection）、技术支持（TechSupport）、支付时不使用电子支票、采用无纸化账单、合同期短、新用户、月费率高。"
   ]
  },
  {
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   "id": "ethical-display",
   "metadata": {},
   "source": [
    "减少流失率的建议：针对老年用户、无亲属、无伴侣用户的特征退出定制服务如亲属套餐、温暖套餐等，一方面加强与其它用户关联度，另一方对特定用户提供个性化服务。 服务方面：针对新注册用户，推送半年优惠如赠送消费券，以渡过用户流失高峰期。针对光纤用户和附加流媒体电视、电影服务用户，重点在于提升网络体验、增值服务体验，一方面推动技术部门提升网络指标，另一方面对用户承诺免费网络升级和赠送电视、电影等包月服务以提升用户黏性。针对在线安全、在线备份、设备保护、技术支持等增值服务，应重点对用户进行推广介绍，如首月/半年免费体验。 合同方面：针对单月合同用户，建议推出年合同付费折扣活动，将月合同用户转化为年合同用户，提高用户在网时长，以达到更高的用户留存。 针对采用电子支票支付用户，建议定向推送其它支付方式的优惠券，引导用户改变支付方式。"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "prescribed-bidding",
   "metadata": {},
   "source": [
    "不足&改进：\n",
    "可以深入分析特征之间的关联，比如用电子支票支付这一特征的用户会不会倾向于选择订更长期的合同呢？\n",
    "可以将依据月费率均值为20、60、80将用户划分成三个用户群体，进而继续分析这类用户群体有什么特征，从而提出更细致的减少流失率的方案。"
   ]
  }
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